{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 6,
   "id": "e3c255ea",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
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       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Unnamed: 0</th>\n",
       "      <th>性别</th>\n",
       "      <th>入学专业</th>\n",
       "      <th>现在专业</th>\n",
       "      <th>GPA-2019-2020</th>\n",
       "      <th>论文情况-1920</th>\n",
       "      <th>阅读情况</th>\n",
       "      <th>荣誉情况</th>\n",
       "      <th>活动分数</th>\n",
       "      <th>2019-体测</th>\n",
       "      <th>类型</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>0</td>\n",
       "      <td>['女']</td>\n",
       "      <td>['物联网工程']</td>\n",
       "      <td>['物联网工程']</td>\n",
       "      <td>3.795184</td>\n",
       "      <td>0</td>\n",
       "      <td>7</td>\n",
       "      <td>1</td>\n",
       "      <td>0.0</td>\n",
       "      <td>70.50</td>\n",
       "      <td>学校奖学金三等奖学金</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>1</td>\n",
       "      <td>['男']</td>\n",
       "      <td>['通信工程（+人工智能，大类招生）']</td>\n",
       "      <td>['通信工程信息与通信工程学科“英才班”']</td>\n",
       "      <td>3.712937</td>\n",
       "      <td>0</td>\n",
       "      <td>21</td>\n",
       "      <td>1</td>\n",
       "      <td>23.0</td>\n",
       "      <td>76.40</td>\n",
       "      <td>学校奖学金三等奖学金</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>2</td>\n",
       "      <td>['男']</td>\n",
       "      <td>['物联网工程']</td>\n",
       "      <td>['物联网工程']</td>\n",
       "      <td>2.380855</td>\n",
       "      <td>0</td>\n",
       "      <td>6</td>\n",
       "      <td>2</td>\n",
       "      <td>0.0</td>\n",
       "      <td>76.25</td>\n",
       "      <td>无</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>3</td>\n",
       "      <td>['男']</td>\n",
       "      <td>['计算机科学与技术']</td>\n",
       "      <td>['智能科学与技术']</td>\n",
       "      <td>1.873683</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>42.80</td>\n",
       "      <td>无</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>4</td>\n",
       "      <td>['男']</td>\n",
       "      <td>['物联网工程']</td>\n",
       "      <td>['物联网工程']</td>\n",
       "      <td>3.864779</td>\n",
       "      <td>0</td>\n",
       "      <td>29</td>\n",
       "      <td>4</td>\n",
       "      <td>5.0</td>\n",
       "      <td>76.25</td>\n",
       "      <td>学校奖学金一等奖学金</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "   Unnamed: 0     性别                  入学专业                    现在专业  \\\n",
       "0           0  ['女']             ['物联网工程']               ['物联网工程']   \n",
       "1           1  ['男']  ['通信工程（+人工智能，大类招生）']  ['通信工程信息与通信工程学科“英才班”']   \n",
       "2           2  ['男']             ['物联网工程']               ['物联网工程']   \n",
       "3           3  ['男']          ['计算机科学与技术']             ['智能科学与技术']   \n",
       "4           4  ['男']             ['物联网工程']               ['物联网工程']   \n",
       "\n",
       "   GPA-2019-2020  论文情况-1920  阅读情况  荣誉情况  活动分数  2019-体测          类型  \n",
       "0       3.795184          0     7     1   0.0    70.50  学校奖学金三等奖学金  \n",
       "1       3.712937          0    21     1  23.0    76.40  学校奖学金三等奖学金  \n",
       "2       2.380855          0     6     2   0.0    76.25           无  \n",
       "3       1.873683          0     0     0   0.0    42.80           无  \n",
       "4       3.864779          0    29     4   5.0    76.25  学校奖学金一等奖学金  "
      ]
     },
     "execution_count": 6,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "import pandas as pd\n",
    "import numpy as np\n",
    "import ast\n",
    "import re\n",
    "import matplotlib.pyplot as plt\n",
    "import seaborn as sns\n",
    "sns.set_color_codes=True\n",
    "list_a=np.arange(11)\n",
    "p1=pd.read_csv(\"19-20train_update.csv\",low_memory=False,usecols=list_a)\n",
    "p1.head()\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 86,
   "id": "3d21dcba",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "无             3905\n",
       "学校奖学金三等奖学金    1677\n",
       "学校奖学金二等奖学金     676\n",
       "国家奖学金不分等级      357\n",
       "学校奖学金一等奖学金     205\n",
       "社会奖学金不分等级       80\n",
       "学校奖学金不分等级        5\n",
       "学校奖学金一等          1\n",
       "Name: 类型, dtype: int64"
      ]
     },
     "execution_count": 86,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "p1[\"类型\"].value_counts()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "id": "733adcf5",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
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       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>性别</th>\n",
       "      <th>入学专业</th>\n",
       "      <th>现在专业</th>\n",
       "      <th>GPA-2019-2020</th>\n",
       "      <th>论文情况-1920</th>\n",
       "      <th>阅读情况</th>\n",
       "      <th>荣誉情况</th>\n",
       "      <th>活动分数</th>\n",
       "      <th>2019-体测</th>\n",
       "      <th>类型</th>\n",
       "      <th>获奖类型</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>['女']</td>\n",
       "      <td>['物联网工程']</td>\n",
       "      <td>['物联网工程']</td>\n",
       "      <td>3.795184</td>\n",
       "      <td>0</td>\n",
       "      <td>7</td>\n",
       "      <td>1</td>\n",
       "      <td>0.0</td>\n",
       "      <td>70.50</td>\n",
       "      <td>学校奖学金三等奖学金</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>['男']</td>\n",
       "      <td>['通信工程（+人工智能，大类招生）']</td>\n",
       "      <td>['通信工程信息与通信工程学科“英才班”']</td>\n",
       "      <td>3.712937</td>\n",
       "      <td>0</td>\n",
       "      <td>21</td>\n",
       "      <td>1</td>\n",
       "      <td>23.0</td>\n",
       "      <td>76.40</td>\n",
       "      <td>学校奖学金三等奖学金</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>['男']</td>\n",
       "      <td>['物联网工程']</td>\n",
       "      <td>['物联网工程']</td>\n",
       "      <td>2.380855</td>\n",
       "      <td>0</td>\n",
       "      <td>6</td>\n",
       "      <td>2</td>\n",
       "      <td>0.0</td>\n",
       "      <td>76.25</td>\n",
       "      <td>无</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>['男']</td>\n",
       "      <td>['计算机科学与技术']</td>\n",
       "      <td>['智能科学与技术']</td>\n",
       "      <td>1.873683</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>42.80</td>\n",
       "      <td>无</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>['男']</td>\n",
       "      <td>['物联网工程']</td>\n",
       "      <td>['物联网工程']</td>\n",
       "      <td>3.864779</td>\n",
       "      <td>0</td>\n",
       "      <td>29</td>\n",
       "      <td>4</td>\n",
       "      <td>5.0</td>\n",
       "      <td>76.25</td>\n",
       "      <td>学校奖学金一等奖学金</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "      性别                  入学专业                    现在专业  GPA-2019-2020  \\\n",
       "0  ['女']             ['物联网工程']               ['物联网工程']       3.795184   \n",
       "1  ['男']  ['通信工程（+人工智能，大类招生）']  ['通信工程信息与通信工程学科“英才班”']       3.712937   \n",
       "2  ['男']             ['物联网工程']               ['物联网工程']       2.380855   \n",
       "3  ['男']          ['计算机科学与技术']             ['智能科学与技术']       1.873683   \n",
       "4  ['男']             ['物联网工程']               ['物联网工程']       3.864779   \n",
       "\n",
       "   论文情况-1920  阅读情况  荣誉情况  活动分数  2019-体测          类型  获奖类型  \n",
       "0          0     7     1   0.0    70.50  学校奖学金三等奖学金     1  \n",
       "1          0    21     1  23.0    76.40  学校奖学金三等奖学金     1  \n",
       "2          0     6     2   0.0    76.25           无     0  \n",
       "3          0     0     0   0.0    42.80           无     0  \n",
       "4          0    29     4   5.0    76.25  学校奖学金一等奖学金     3  "
      ]
     },
     "execution_count": 7,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "value_get=[]\n",
    "for i in range(0,6906):\n",
    "    get=p1[\"类型\"][i]\n",
    "    if get==\"无\":\n",
    "        value_get.append(0)\n",
    "    elif get==\"学校奖学金三等奖学金\" or get==\"学校奖学金不分等级\":\n",
    "        value_get.append(1)\n",
    "    elif get==\"学校奖学金二等奖学金\" or get==\"学校奖学金二等\":\n",
    "        value_get.append(2)\n",
    "    elif get==\"学校奖学金一等奖学金\" or get==\"学校奖学金一等\":\n",
    "        value_get.append(3)\n",
    "    elif get==\"社会奖学金不分等级\":\n",
    "        value_get.append(4)\n",
    "    elif get==\"国家奖学金不分等级\":\n",
    "        value_get.append(5)\n",
    "p1[\"获奖类型\"]=value_get\n",
    "df_aaaa=pd.DataFrame(value_get)\n",
    "df_aaaa.to_csv(\"./award_score_19-20.csv\")\n",
    "# p1.drop(columns='Unnamed: 0')\n",
    "# p1.drop(columns='论文情况-1819')\n",
    "p1.drop('Unnamed: 0',axis = 1,inplace = True) #axis参数默认为0\n",
    "# p1.drop('论文情况-1819',axis = 1,inplace = True) #axis参数默认为0\n",
    "p1.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 88,
   "id": "a81018c5",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>GPA-2020-2021</th>\n",
       "      <th>论文情况20-21</th>\n",
       "      <th>阅读情况</th>\n",
       "      <th>荣誉情况</th>\n",
       "      <th>活动分数</th>\n",
       "      <th>2020-体测</th>\n",
       "      <th>获奖类型</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>GPA-2020-2021</th>\n",
       "      <td>1.000000</td>\n",
       "      <td>0.065258</td>\n",
       "      <td>0.079208</td>\n",
       "      <td>0.371657</td>\n",
       "      <td>0.068987</td>\n",
       "      <td>0.213006</td>\n",
       "      <td>0.447512</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>论文情况20-21</th>\n",
       "      <td>0.065258</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>0.046737</td>\n",
       "      <td>0.118876</td>\n",
       "      <td>-0.024142</td>\n",
       "      <td>0.033376</td>\n",
       "      <td>0.078757</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>阅读情况</th>\n",
       "      <td>0.079208</td>\n",
       "      <td>0.046737</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>0.072701</td>\n",
       "      <td>-0.013402</td>\n",
       "      <td>0.048076</td>\n",
       "      <td>0.129575</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>荣誉情况</th>\n",
       "      <td>0.371657</td>\n",
       "      <td>0.118876</td>\n",
       "      <td>0.072701</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>0.043109</td>\n",
       "      <td>0.273926</td>\n",
       "      <td>0.503870</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>活动分数</th>\n",
       "      <td>0.068987</td>\n",
       "      <td>-0.024142</td>\n",
       "      <td>-0.013402</td>\n",
       "      <td>0.043109</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>0.055878</td>\n",
       "      <td>0.172857</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2020-体测</th>\n",
       "      <td>0.213006</td>\n",
       "      <td>0.033376</td>\n",
       "      <td>0.048076</td>\n",
       "      <td>0.273926</td>\n",
       "      <td>0.055878</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>0.239986</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>获奖类型</th>\n",
       "      <td>0.447512</td>\n",
       "      <td>0.078757</td>\n",
       "      <td>0.129575</td>\n",
       "      <td>0.503870</td>\n",
       "      <td>0.172857</td>\n",
       "      <td>0.239986</td>\n",
       "      <td>1.000000</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "               GPA-2020-2021  论文情况20-21      阅读情况      荣誉情况      活动分数  \\\n",
       "GPA-2020-2021       1.000000   0.065258  0.079208  0.371657  0.068987   \n",
       "论文情况20-21           0.065258   1.000000  0.046737  0.118876 -0.024142   \n",
       "阅读情况                0.079208   0.046737  1.000000  0.072701 -0.013402   \n",
       "荣誉情况                0.371657   0.118876  0.072701  1.000000  0.043109   \n",
       "活动分数                0.068987  -0.024142 -0.013402  0.043109  1.000000   \n",
       "2020-体测             0.213006   0.033376  0.048076  0.273926  0.055878   \n",
       "获奖类型                0.447512   0.078757  0.129575  0.503870  0.172857   \n",
       "\n",
       "                2020-体测      获奖类型  \n",
       "GPA-2020-2021  0.213006  0.447512  \n",
       "论文情况20-21      0.033376  0.078757  \n",
       "阅读情况           0.048076  0.129575  \n",
       "荣誉情况           0.273926  0.503870  \n",
       "活动分数           0.055878  0.172857  \n",
       "2020-体测        1.000000  0.239986  \n",
       "获奖类型           0.239986  1.000000  "
      ]
     },
     "execution_count": 88,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# X1=p1[\"GPA-2018-2019\"]\n",
    "# X2=p1[\"2018-体测\"]\n",
    "# Y=p1[\"award_type\"]\n",
    "p1.corr()\n",
    "# p1.corr().iloc[1,2]\n",
    "\n",
    "# result1 = np.corrcoef(X1,Y)\n",
    "# result2 = np.corrcoef(X2,Y)\n",
    "# print(result1)\n",
    "# print(result2)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 72,
   "id": "c7bb3b97",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "0.4562740119450062"
      ]
     },
     "execution_count": 72,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    " p1.corr().iloc[4,5]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 73,
   "id": "cfd3b742",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<seaborn.axisgrid.PairGrid at 0x1becaee4520>"
      ]
     },
     "execution_count": 73,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1080x1080 with 42 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "sns.set(font='SimHei',font_scale=1.5)  # 解决Seaborn中文显示问题并调整字体大小\n",
    "sns.pairplot(p1)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 52,
   "id": "c9313834",
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Users\\LEGION\\anaconda3\\lib\\site-packages\\matplotlib\\backends\\backend_agg.py:238: RuntimeWarning: Glyph 35770 missing from current font.\n",
      "  font.set_text(s, 0.0, flags=flags)\n",
      "C:\\Users\\LEGION\\anaconda3\\lib\\site-packages\\matplotlib\\backends\\backend_agg.py:238: RuntimeWarning: Glyph 25991 missing from current font.\n",
      "  font.set_text(s, 0.0, flags=flags)\n",
      "C:\\Users\\LEGION\\anaconda3\\lib\\site-packages\\matplotlib\\backends\\backend_agg.py:238: RuntimeWarning: Glyph 24773 missing from current font.\n",
      "  font.set_text(s, 0.0, flags=flags)\n",
      "C:\\Users\\LEGION\\anaconda3\\lib\\site-packages\\matplotlib\\backends\\backend_agg.py:238: RuntimeWarning: Glyph 20917 missing from current font.\n",
      "  font.set_text(s, 0.0, flags=flags)\n",
      "C:\\Users\\LEGION\\anaconda3\\lib\\site-packages\\matplotlib\\backends\\backend_agg.py:201: RuntimeWarning: Glyph 35770 missing from current font.\n",
      "  font.set_text(s, 0, flags=flags)\n",
      "C:\\Users\\LEGION\\anaconda3\\lib\\site-packages\\matplotlib\\backends\\backend_agg.py:201: RuntimeWarning: Glyph 25991 missing from current font.\n",
      "  font.set_text(s, 0, flags=flags)\n",
      "C:\\Users\\LEGION\\anaconda3\\lib\\site-packages\\matplotlib\\backends\\backend_agg.py:201: RuntimeWarning: Glyph 24773 missing from current font.\n",
      "  font.set_text(s, 0, flags=flags)\n",
      "C:\\Users\\LEGION\\anaconda3\\lib\\site-packages\\matplotlib\\backends\\backend_agg.py:201: RuntimeWarning: Glyph 20917 missing from current font.\n",
      "  font.set_text(s, 0, flags=flags)\n",
      "C:\\Users\\LEGION\\anaconda3\\lib\\site-packages\\matplotlib\\backends\\backend_agg.py:238: RuntimeWarning: Glyph 38405 missing from current font.\n",
      "  font.set_text(s, 0.0, flags=flags)\n",
      "C:\\Users\\LEGION\\anaconda3\\lib\\site-packages\\matplotlib\\backends\\backend_agg.py:238: RuntimeWarning: Glyph 35835 missing from current font.\n",
      "  font.set_text(s, 0.0, flags=flags)\n",
      "C:\\Users\\LEGION\\anaconda3\\lib\\site-packages\\matplotlib\\backends\\backend_agg.py:238: RuntimeWarning: Glyph 24773 missing from current font.\n",
      "  font.set_text(s, 0.0, flags=flags)\n",
      "C:\\Users\\LEGION\\anaconda3\\lib\\site-packages\\matplotlib\\backends\\backend_agg.py:238: RuntimeWarning: Glyph 20917 missing from current font.\n",
      "  font.set_text(s, 0.0, flags=flags)\n",
      "C:\\Users\\LEGION\\anaconda3\\lib\\site-packages\\matplotlib\\backends\\backend_agg.py:201: RuntimeWarning: Glyph 38405 missing from current font.\n",
      "  font.set_text(s, 0, flags=flags)\n",
      "C:\\Users\\LEGION\\anaconda3\\lib\\site-packages\\matplotlib\\backends\\backend_agg.py:201: RuntimeWarning: Glyph 35835 missing from current font.\n",
      "  font.set_text(s, 0, flags=flags)\n",
      "C:\\Users\\LEGION\\anaconda3\\lib\\site-packages\\matplotlib\\backends\\backend_agg.py:201: RuntimeWarning: Glyph 24773 missing from current font.\n",
      "  font.set_text(s, 0, flags=flags)\n",
      "C:\\Users\\LEGION\\anaconda3\\lib\\site-packages\\matplotlib\\backends\\backend_agg.py:201: RuntimeWarning: Glyph 20917 missing from current font.\n",
      "  font.set_text(s, 0, flags=flags)\n",
      "C:\\Users\\LEGION\\anaconda3\\lib\\site-packages\\matplotlib\\backends\\backend_agg.py:238: RuntimeWarning: Glyph 33635 missing from current font.\n",
      "  font.set_text(s, 0.0, flags=flags)\n",
      "C:\\Users\\LEGION\\anaconda3\\lib\\site-packages\\matplotlib\\backends\\backend_agg.py:238: RuntimeWarning: Glyph 35465 missing from current font.\n",
      "  font.set_text(s, 0.0, flags=flags)\n",
      "C:\\Users\\LEGION\\anaconda3\\lib\\site-packages\\matplotlib\\backends\\backend_agg.py:238: RuntimeWarning: Glyph 24773 missing from current font.\n",
      "  font.set_text(s, 0.0, flags=flags)\n",
      "C:\\Users\\LEGION\\anaconda3\\lib\\site-packages\\matplotlib\\backends\\backend_agg.py:238: RuntimeWarning: Glyph 20917 missing from current font.\n",
      "  font.set_text(s, 0.0, flags=flags)\n",
      "C:\\Users\\LEGION\\anaconda3\\lib\\site-packages\\matplotlib\\backends\\backend_agg.py:201: RuntimeWarning: Glyph 33635 missing from current font.\n",
      "  font.set_text(s, 0, flags=flags)\n",
      "C:\\Users\\LEGION\\anaconda3\\lib\\site-packages\\matplotlib\\backends\\backend_agg.py:201: RuntimeWarning: Glyph 35465 missing from current font.\n",
      "  font.set_text(s, 0, flags=flags)\n",
      "C:\\Users\\LEGION\\anaconda3\\lib\\site-packages\\matplotlib\\backends\\backend_agg.py:201: RuntimeWarning: Glyph 24773 missing from current font.\n",
      "  font.set_text(s, 0, flags=flags)\n",
      "C:\\Users\\LEGION\\anaconda3\\lib\\site-packages\\matplotlib\\backends\\backend_agg.py:201: RuntimeWarning: Glyph 20917 missing from current font.\n",
      "  font.set_text(s, 0, flags=flags)\n",
      "C:\\Users\\LEGION\\anaconda3\\lib\\site-packages\\matplotlib\\backends\\backend_agg.py:238: RuntimeWarning: Glyph 27963 missing from current font.\n",
      "  font.set_text(s, 0.0, flags=flags)\n",
      "C:\\Users\\LEGION\\anaconda3\\lib\\site-packages\\matplotlib\\backends\\backend_agg.py:238: RuntimeWarning: Glyph 21160 missing from current font.\n",
      "  font.set_text(s, 0.0, flags=flags)\n",
      "C:\\Users\\LEGION\\anaconda3\\lib\\site-packages\\matplotlib\\backends\\backend_agg.py:238: RuntimeWarning: Glyph 20998 missing from current font.\n",
      "  font.set_text(s, 0.0, flags=flags)\n",
      "C:\\Users\\LEGION\\anaconda3\\lib\\site-packages\\matplotlib\\backends\\backend_agg.py:238: RuntimeWarning: Glyph 25968 missing from current font.\n",
      "  font.set_text(s, 0.0, flags=flags)\n",
      "C:\\Users\\LEGION\\anaconda3\\lib\\site-packages\\matplotlib\\backends\\backend_agg.py:201: RuntimeWarning: Glyph 27963 missing from current font.\n",
      "  font.set_text(s, 0, flags=flags)\n",
      "C:\\Users\\LEGION\\anaconda3\\lib\\site-packages\\matplotlib\\backends\\backend_agg.py:201: RuntimeWarning: Glyph 21160 missing from current font.\n",
      "  font.set_text(s, 0, flags=flags)\n",
      "C:\\Users\\LEGION\\anaconda3\\lib\\site-packages\\matplotlib\\backends\\backend_agg.py:201: RuntimeWarning: Glyph 20998 missing from current font.\n",
      "  font.set_text(s, 0, flags=flags)\n",
      "C:\\Users\\LEGION\\anaconda3\\lib\\site-packages\\matplotlib\\backends\\backend_agg.py:201: RuntimeWarning: Glyph 25968 missing from current font.\n",
      "  font.set_text(s, 0, flags=flags)\n",
      "C:\\Users\\LEGION\\anaconda3\\lib\\site-packages\\matplotlib\\backends\\backend_agg.py:238: RuntimeWarning: Glyph 20307 missing from current font.\n",
      "  font.set_text(s, 0.0, flags=flags)\n",
      "C:\\Users\\LEGION\\anaconda3\\lib\\site-packages\\matplotlib\\backends\\backend_agg.py:238: RuntimeWarning: Glyph 27979 missing from current font.\n",
      "  font.set_text(s, 0.0, flags=flags)\n",
      "C:\\Users\\LEGION\\anaconda3\\lib\\site-packages\\matplotlib\\backends\\backend_agg.py:201: RuntimeWarning: Glyph 20307 missing from current font.\n",
      "  font.set_text(s, 0, flags=flags)\n",
      "C:\\Users\\LEGION\\anaconda3\\lib\\site-packages\\matplotlib\\backends\\backend_agg.py:201: RuntimeWarning: Glyph 27979 missing from current font.\n",
      "  font.set_text(s, 0, flags=flags)\n"
     ]
    },
    {
     "ename": "UFuncTypeError",
     "evalue": "ufunc 'multiply' did not contain a loop with signature matching types (dtype('<U32'), dtype('<U32')) -> dtype('<U32')",
     "output_type": "error",
     "traceback": [
      "\u001b[1;31m---------------------------------------------------------------------------\u001b[0m",
      "\u001b[1;31mUFuncTypeError\u001b[0m                            Traceback (most recent call last)",
      "\u001b[1;32m<ipython-input-52-0f213aafdc73>\u001b[0m in \u001b[0;36m<module>\u001b[1;34m\u001b[0m\n\u001b[0;32m      1\u001b[0m \u001b[0ma\u001b[0m \u001b[1;33m=\u001b[0m \u001b[1;36m1\u001b[0m\u001b[1;31m#这里的相关性是从第二位开始进行计算的，所以我从第二位开始提取\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m      2\u001b[0m \u001b[1;32mfor\u001b[0m \u001b[0mi\u001b[0m \u001b[1;32min\u001b[0m \u001b[0mp1\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mcolumns\u001b[0m\u001b[1;33m[\u001b[0m\u001b[1;36m4\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m]\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[1;32m----> 3\u001b[1;33m     \u001b[0ma1\u001b[0m \u001b[1;33m=\u001b[0m \u001b[0msns\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mlmplot\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0my\u001b[0m\u001b[1;33m=\u001b[0m\u001b[1;34m'award_type'\u001b[0m\u001b[1;33m,\u001b[0m\u001b[0mx\u001b[0m\u001b[1;33m=\u001b[0m\u001b[0mi\u001b[0m\u001b[1;33m,\u001b[0m\u001b[0mdata\u001b[0m\u001b[1;33m=\u001b[0m\u001b[0mp1\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m\u001b[0;32m      4\u001b[0m     \u001b[0max\u001b[0m \u001b[1;33m=\u001b[0m \u001b[0mplt\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mgca\u001b[0m\u001b[1;33m(\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m      5\u001b[0m     \u001b[0max\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mtext\u001b[0m\u001b[1;33m(\u001b[0m\u001b[1;36m0.9\u001b[0m\u001b[1;33m,\u001b[0m\u001b[1;36m1\u001b[0m\u001b[1;33m,\u001b[0m\u001b[1;34m\"Pearson:{:.2f}\"\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mformat\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mp1\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mcorr\u001b[0m\u001b[1;33m(\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0miloc\u001b[0m\u001b[1;33m[\u001b[0m\u001b[1;36m7\u001b[0m\u001b[1;33m,\u001b[0m\u001b[0ma\u001b[0m\u001b[1;33m]\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m,\u001b[0m\u001b[0mtransform\u001b[0m\u001b[1;33m=\u001b[0m\u001b[0max\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mtransAxes\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;31m#添加相关性\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n",
      "\u001b[1;32m~\\anaconda3\\lib\\site-packages\\seaborn\\_decorators.py\u001b[0m in \u001b[0;36minner_f\u001b[1;34m(*args, **kwargs)\u001b[0m\n\u001b[0;32m     44\u001b[0m             )\n\u001b[0;32m     45\u001b[0m         \u001b[0mkwargs\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mupdate\u001b[0m\u001b[1;33m(\u001b[0m\u001b[1;33m{\u001b[0m\u001b[0mk\u001b[0m\u001b[1;33m:\u001b[0m \u001b[0marg\u001b[0m \u001b[1;32mfor\u001b[0m \u001b[0mk\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0marg\u001b[0m \u001b[1;32min\u001b[0m \u001b[0mzip\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0msig\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mparameters\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0margs\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m}\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[1;32m---> 46\u001b[1;33m         \u001b[1;32mreturn\u001b[0m \u001b[0mf\u001b[0m\u001b[1;33m(\u001b[0m\u001b[1;33m**\u001b[0m\u001b[0mkwargs\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m\u001b[0;32m     47\u001b[0m     \u001b[1;32mreturn\u001b[0m \u001b[0minner_f\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m     48\u001b[0m \u001b[1;33m\u001b[0m\u001b[0m\n",
      "\u001b[1;32m~\\anaconda3\\lib\\site-packages\\seaborn\\regression.py\u001b[0m in \u001b[0;36mlmplot\u001b[1;34m(x, y, data, hue, col, row, palette, col_wrap, height, aspect, markers, sharex, sharey, hue_order, col_order, row_order, legend, legend_out, x_estimator, x_bins, x_ci, scatter, fit_reg, ci, n_boot, units, seed, order, logistic, lowess, robust, logx, x_partial, y_partial, truncate, x_jitter, y_jitter, scatter_kws, line_kws, size)\u001b[0m\n\u001b[0;32m    626\u001b[0m         \u001b[0mscatter_kws\u001b[0m\u001b[1;33m=\u001b[0m\u001b[0mscatter_kws\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mline_kws\u001b[0m\u001b[1;33m=\u001b[0m\u001b[0mline_kws\u001b[0m\u001b[1;33m,\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m    627\u001b[0m     )\n\u001b[1;32m--> 628\u001b[1;33m     \u001b[0mfacets\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mmap_dataframe\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mregplot\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mx\u001b[0m\u001b[1;33m=\u001b[0m\u001b[0mx\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0my\u001b[0m\u001b[1;33m=\u001b[0m\u001b[0my\u001b[0m\u001b[1;33m,\u001b[0m \u001b[1;33m**\u001b[0m\u001b[0mregplot_kws\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m\u001b[0;32m    629\u001b[0m \u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m    630\u001b[0m     \u001b[1;31m# TODO this will need to change when we relax string requirement\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n",
      "\u001b[1;32m~\\anaconda3\\lib\\site-packages\\seaborn\\axisgrid.py\u001b[0m in \u001b[0;36mmap_dataframe\u001b[1;34m(self, func, *args, **kwargs)\u001b[0m\n\u001b[0;32m    748\u001b[0m \u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m    749\u001b[0m             \u001b[1;31m# Draw the plot\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[1;32m--> 750\u001b[1;33m             \u001b[0mself\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0m_facet_plot\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mfunc\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0max\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0margs\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mkwargs\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m\u001b[0;32m    751\u001b[0m \u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m    752\u001b[0m         \u001b[1;31m# Finalize the annotations and layout\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n",
      "\u001b[1;32m~\\anaconda3\\lib\\site-packages\\seaborn\\axisgrid.py\u001b[0m in \u001b[0;36m_facet_plot\u001b[1;34m(self, func, ax, plot_args, plot_kwargs)\u001b[0m\n\u001b[0;32m    773\u001b[0m             \u001b[0mplot_args\u001b[0m \u001b[1;33m=\u001b[0m \u001b[1;33m[\u001b[0m\u001b[1;33m]\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m    774\u001b[0m             \u001b[0mplot_kwargs\u001b[0m\u001b[1;33m[\u001b[0m\u001b[1;34m\"ax\"\u001b[0m\u001b[1;33m]\u001b[0m \u001b[1;33m=\u001b[0m \u001b[0max\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[1;32m--> 775\u001b[1;33m         \u001b[0mfunc\u001b[0m\u001b[1;33m(\u001b[0m\u001b[1;33m*\u001b[0m\u001b[0mplot_args\u001b[0m\u001b[1;33m,\u001b[0m \u001b[1;33m**\u001b[0m\u001b[0mplot_kwargs\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m\u001b[0;32m    776\u001b[0m \u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m    777\u001b[0m         \u001b[1;31m# Sort out the supporting information\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n",
      "\u001b[1;32m~\\anaconda3\\lib\\site-packages\\seaborn\\_decorators.py\u001b[0m in \u001b[0;36minner_f\u001b[1;34m(*args, **kwargs)\u001b[0m\n\u001b[0;32m     44\u001b[0m             )\n\u001b[0;32m     45\u001b[0m         \u001b[0mkwargs\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mupdate\u001b[0m\u001b[1;33m(\u001b[0m\u001b[1;33m{\u001b[0m\u001b[0mk\u001b[0m\u001b[1;33m:\u001b[0m \u001b[0marg\u001b[0m \u001b[1;32mfor\u001b[0m \u001b[0mk\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0marg\u001b[0m \u001b[1;32min\u001b[0m \u001b[0mzip\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0msig\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mparameters\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0margs\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m}\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[1;32m---> 46\u001b[1;33m         \u001b[1;32mreturn\u001b[0m \u001b[0mf\u001b[0m\u001b[1;33m(\u001b[0m\u001b[1;33m**\u001b[0m\u001b[0mkwargs\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m\u001b[0;32m     47\u001b[0m     \u001b[1;32mreturn\u001b[0m \u001b[0minner_f\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m     48\u001b[0m \u001b[1;33m\u001b[0m\u001b[0m\n",
      "\u001b[1;32m~\\anaconda3\\lib\\site-packages\\seaborn\\regression.py\u001b[0m in \u001b[0;36mregplot\u001b[1;34m(x, y, data, x_estimator, x_bins, x_ci, scatter, fit_reg, ci, n_boot, units, seed, order, logistic, lowess, robust, logx, x_partial, y_partial, truncate, dropna, x_jitter, y_jitter, label, color, marker, scatter_kws, line_kws, ax)\u001b[0m\n\u001b[0;32m    836\u001b[0m     \u001b[0mscatter_kws\u001b[0m\u001b[1;33m[\u001b[0m\u001b[1;34m\"marker\"\u001b[0m\u001b[1;33m]\u001b[0m \u001b[1;33m=\u001b[0m \u001b[0mmarker\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m    837\u001b[0m     \u001b[0mline_kws\u001b[0m \u001b[1;33m=\u001b[0m \u001b[1;33m{\u001b[0m\u001b[1;33m}\u001b[0m \u001b[1;32mif\u001b[0m \u001b[0mline_kws\u001b[0m \u001b[1;32mis\u001b[0m \u001b[1;32mNone\u001b[0m \u001b[1;32melse\u001b[0m \u001b[0mcopy\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mcopy\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mline_kws\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[1;32m--> 838\u001b[1;33m     \u001b[0mplotter\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mplot\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0max\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mscatter_kws\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mline_kws\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m\u001b[0;32m    839\u001b[0m     \u001b[1;32mreturn\u001b[0m \u001b[0max\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m    840\u001b[0m \u001b[1;33m\u001b[0m\u001b[0m\n",
      "\u001b[1;32m~\\anaconda3\\lib\\site-packages\\seaborn\\regression.py\u001b[0m in \u001b[0;36mplot\u001b[1;34m(self, ax, scatter_kws, line_kws)\u001b[0m\n\u001b[0;32m    368\u001b[0m \u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m    369\u001b[0m         \u001b[1;32mif\u001b[0m \u001b[0mself\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mfit_reg\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[1;32m--> 370\u001b[1;33m             \u001b[0mself\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mlineplot\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0max\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mline_kws\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m\u001b[0;32m    371\u001b[0m \u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m    372\u001b[0m         \u001b[1;31m# Label the axes\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n",
      "\u001b[1;32m~\\anaconda3\\lib\\site-packages\\seaborn\\regression.py\u001b[0m in \u001b[0;36mlineplot\u001b[1;34m(self, ax, kws)\u001b[0m\n\u001b[0;32m    411\u001b[0m         \u001b[1;34m\"\"\"Draw the model.\"\"\"\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m    412\u001b[0m         \u001b[1;31m# Fit the regression model\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[1;32m--> 413\u001b[1;33m         \u001b[0mgrid\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0myhat\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0merr_bands\u001b[0m \u001b[1;33m=\u001b[0m \u001b[0mself\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mfit_regression\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0max\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m\u001b[0;32m    414\u001b[0m         \u001b[0medges\u001b[0m \u001b[1;33m=\u001b[0m \u001b[0mgrid\u001b[0m\u001b[1;33m[\u001b[0m\u001b[1;36m0\u001b[0m\u001b[1;33m]\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mgrid\u001b[0m\u001b[1;33m[\u001b[0m\u001b[1;33m-\u001b[0m\u001b[1;36m1\u001b[0m\u001b[1;33m]\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m    415\u001b[0m \u001b[1;33m\u001b[0m\u001b[0m\n",
      "\u001b[1;32m~\\anaconda3\\lib\\site-packages\\seaborn\\regression.py\u001b[0m in \u001b[0;36mfit_regression\u001b[1;34m(self, ax, x_range, grid)\u001b[0m\n\u001b[0;32m    199\u001b[0m                 \u001b[1;32melse\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m    200\u001b[0m                     \u001b[0mx_min\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mx_max\u001b[0m \u001b[1;33m=\u001b[0m \u001b[0max\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mget_xlim\u001b[0m\u001b[1;33m(\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[1;32m--> 201\u001b[1;33m             \u001b[0mgrid\u001b[0m \u001b[1;33m=\u001b[0m \u001b[0mnp\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mlinspace\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mx_min\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mx_max\u001b[0m\u001b[1;33m,\u001b[0m \u001b[1;36m100\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m\u001b[0;32m    202\u001b[0m         \u001b[0mci\u001b[0m \u001b[1;33m=\u001b[0m \u001b[0mself\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mci\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m    203\u001b[0m \u001b[1;33m\u001b[0m\u001b[0m\n",
      "\u001b[1;32m<__array_function__ internals>\u001b[0m in \u001b[0;36mlinspace\u001b[1;34m(*args, **kwargs)\u001b[0m\n",
      "\u001b[1;32m~\\anaconda3\\lib\\site-packages\\numpy\\core\\function_base.py\u001b[0m in \u001b[0;36mlinspace\u001b[1;34m(start, stop, num, endpoint, retstep, dtype, axis)\u001b[0m\n\u001b[0;32m    125\u001b[0m     \u001b[1;31m# Convert float/complex array scalars to float, gh-3504\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m    126\u001b[0m     \u001b[1;31m# and make sure one can use variables that have an __array_interface__, gh-6634\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[1;32m--> 127\u001b[1;33m     \u001b[0mstart\u001b[0m \u001b[1;33m=\u001b[0m \u001b[0masanyarray\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mstart\u001b[0m\u001b[1;33m)\u001b[0m \u001b[1;33m*\u001b[0m \u001b[1;36m1.0\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m\u001b[0;32m    128\u001b[0m     \u001b[0mstop\u001b[0m  \u001b[1;33m=\u001b[0m \u001b[0masanyarray\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mstop\u001b[0m\u001b[1;33m)\u001b[0m  \u001b[1;33m*\u001b[0m \u001b[1;36m1.0\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m    129\u001b[0m \u001b[1;33m\u001b[0m\u001b[0m\n",
      "\u001b[1;31mUFuncTypeError\u001b[0m: ufunc 'multiply' did not contain a loop with signature matching types (dtype('<U32'), dtype('<U32')) -> dtype('<U32')"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 360x360 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Users\\LEGION\\anaconda3\\lib\\site-packages\\matplotlib\\backends\\backend_agg.py:238: RuntimeWarning: Glyph 35770 missing from current font.\n",
      "  font.set_text(s, 0.0, flags=flags)\n",
      "C:\\Users\\LEGION\\anaconda3\\lib\\site-packages\\matplotlib\\backends\\backend_agg.py:238: RuntimeWarning: Glyph 25991 missing from current font.\n",
      "  font.set_text(s, 0.0, flags=flags)\n",
      "C:\\Users\\LEGION\\anaconda3\\lib\\site-packages\\matplotlib\\backends\\backend_agg.py:238: RuntimeWarning: Glyph 24773 missing from current font.\n",
      "  font.set_text(s, 0.0, flags=flags)\n",
      "C:\\Users\\LEGION\\anaconda3\\lib\\site-packages\\matplotlib\\backends\\backend_agg.py:238: RuntimeWarning: Glyph 20917 missing from current font.\n",
      "  font.set_text(s, 0.0, flags=flags)\n",
      "C:\\Users\\LEGION\\anaconda3\\lib\\site-packages\\matplotlib\\backends\\backend_agg.py:201: RuntimeWarning: Glyph 35770 missing from current font.\n",
      "  font.set_text(s, 0, flags=flags)\n",
      "C:\\Users\\LEGION\\anaconda3\\lib\\site-packages\\matplotlib\\backends\\backend_agg.py:201: RuntimeWarning: Glyph 25991 missing from current font.\n",
      "  font.set_text(s, 0, flags=flags)\n",
      "C:\\Users\\LEGION\\anaconda3\\lib\\site-packages\\matplotlib\\backends\\backend_agg.py:201: RuntimeWarning: Glyph 24773 missing from current font.\n",
      "  font.set_text(s, 0, flags=flags)\n",
      "C:\\Users\\LEGION\\anaconda3\\lib\\site-packages\\matplotlib\\backends\\backend_agg.py:201: RuntimeWarning: Glyph 20917 missing from current font.\n",
      "  font.set_text(s, 0, flags=flags)\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 360x360 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Users\\LEGION\\anaconda3\\lib\\site-packages\\matplotlib\\backends\\backend_agg.py:238: RuntimeWarning: Glyph 38405 missing from current font.\n",
      "  font.set_text(s, 0.0, flags=flags)\n",
      "C:\\Users\\LEGION\\anaconda3\\lib\\site-packages\\matplotlib\\backends\\backend_agg.py:238: RuntimeWarning: Glyph 35835 missing from current font.\n",
      "  font.set_text(s, 0.0, flags=flags)\n",
      "C:\\Users\\LEGION\\anaconda3\\lib\\site-packages\\matplotlib\\backends\\backend_agg.py:201: RuntimeWarning: Glyph 38405 missing from current font.\n",
      "  font.set_text(s, 0, flags=flags)\n",
      "C:\\Users\\LEGION\\anaconda3\\lib\\site-packages\\matplotlib\\backends\\backend_agg.py:201: RuntimeWarning: Glyph 35835 missing from current font.\n",
      "  font.set_text(s, 0, flags=flags)\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 360x360 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Users\\LEGION\\anaconda3\\lib\\site-packages\\matplotlib\\backends\\backend_agg.py:238: RuntimeWarning: Glyph 33635 missing from current font.\n",
      "  font.set_text(s, 0.0, flags=flags)\n",
      "C:\\Users\\LEGION\\anaconda3\\lib\\site-packages\\matplotlib\\backends\\backend_agg.py:238: RuntimeWarning: Glyph 35465 missing from current font.\n",
      "  font.set_text(s, 0.0, flags=flags)\n",
      "C:\\Users\\LEGION\\anaconda3\\lib\\site-packages\\matplotlib\\backends\\backend_agg.py:201: RuntimeWarning: Glyph 33635 missing from current font.\n",
      "  font.set_text(s, 0, flags=flags)\n",
      "C:\\Users\\LEGION\\anaconda3\\lib\\site-packages\\matplotlib\\backends\\backend_agg.py:201: RuntimeWarning: Glyph 35465 missing from current font.\n",
      "  font.set_text(s, 0, flags=flags)\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 360x360 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Users\\LEGION\\anaconda3\\lib\\site-packages\\matplotlib\\backends\\backend_agg.py:238: RuntimeWarning: Glyph 27963 missing from current font.\n",
      "  font.set_text(s, 0.0, flags=flags)\n",
      "C:\\Users\\LEGION\\anaconda3\\lib\\site-packages\\matplotlib\\backends\\backend_agg.py:238: RuntimeWarning: Glyph 21160 missing from current font.\n",
      "  font.set_text(s, 0.0, flags=flags)\n",
      "C:\\Users\\LEGION\\anaconda3\\lib\\site-packages\\matplotlib\\backends\\backend_agg.py:238: RuntimeWarning: Glyph 20998 missing from current font.\n",
      "  font.set_text(s, 0.0, flags=flags)\n",
      "C:\\Users\\LEGION\\anaconda3\\lib\\site-packages\\matplotlib\\backends\\backend_agg.py:238: RuntimeWarning: Glyph 25968 missing from current font.\n",
      "  font.set_text(s, 0.0, flags=flags)\n",
      "C:\\Users\\LEGION\\anaconda3\\lib\\site-packages\\matplotlib\\backends\\backend_agg.py:201: RuntimeWarning: Glyph 27963 missing from current font.\n",
      "  font.set_text(s, 0, flags=flags)\n",
      "C:\\Users\\LEGION\\anaconda3\\lib\\site-packages\\matplotlib\\backends\\backend_agg.py:201: RuntimeWarning: Glyph 21160 missing from current font.\n",
      "  font.set_text(s, 0, flags=flags)\n",
      "C:\\Users\\LEGION\\anaconda3\\lib\\site-packages\\matplotlib\\backends\\backend_agg.py:201: RuntimeWarning: Glyph 20998 missing from current font.\n",
      "  font.set_text(s, 0, flags=flags)\n",
      "C:\\Users\\LEGION\\anaconda3\\lib\\site-packages\\matplotlib\\backends\\backend_agg.py:201: RuntimeWarning: Glyph 25968 missing from current font.\n",
      "  font.set_text(s, 0, flags=flags)\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 360x360 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 360x360 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Users\\LEGION\\anaconda3\\lib\\site-packages\\matplotlib\\backends\\backend_agg.py:238: RuntimeWarning: Glyph 23398 missing from current font.\n",
      "  font.set_text(s, 0.0, flags=flags)\n",
      "C:\\Users\\LEGION\\anaconda3\\lib\\site-packages\\matplotlib\\backends\\backend_agg.py:238: RuntimeWarning: Glyph 26657 missing from current font.\n",
      "  font.set_text(s, 0.0, flags=flags)\n",
      "C:\\Users\\LEGION\\anaconda3\\lib\\site-packages\\matplotlib\\backends\\backend_agg.py:238: RuntimeWarning: Glyph 22870 missing from current font.\n",
      "  font.set_text(s, 0.0, flags=flags)\n",
      "C:\\Users\\LEGION\\anaconda3\\lib\\site-packages\\matplotlib\\backends\\backend_agg.py:238: RuntimeWarning: Glyph 37329 missing from current font.\n",
      "  font.set_text(s, 0.0, flags=flags)\n",
      "C:\\Users\\LEGION\\anaconda3\\lib\\site-packages\\matplotlib\\backends\\backend_agg.py:238: RuntimeWarning: Glyph 19977 missing from current font.\n",
      "  font.set_text(s, 0.0, flags=flags)\n",
      "C:\\Users\\LEGION\\anaconda3\\lib\\site-packages\\matplotlib\\backends\\backend_agg.py:238: RuntimeWarning: Glyph 31561 missing from current font.\n",
      "  font.set_text(s, 0.0, flags=flags)\n",
      "C:\\Users\\LEGION\\anaconda3\\lib\\site-packages\\matplotlib\\backends\\backend_agg.py:238: RuntimeWarning: Glyph 26080 missing from current font.\n",
      "  font.set_text(s, 0.0, flags=flags)\n",
      "C:\\Users\\LEGION\\anaconda3\\lib\\site-packages\\matplotlib\\backends\\backend_agg.py:238: RuntimeWarning: Glyph 19968 missing from current font.\n",
      "  font.set_text(s, 0.0, flags=flags)\n",
      "C:\\Users\\LEGION\\anaconda3\\lib\\site-packages\\matplotlib\\backends\\backend_agg.py:238: RuntimeWarning: Glyph 22269 missing from current font.\n",
      "  font.set_text(s, 0.0, flags=flags)\n",
      "C:\\Users\\LEGION\\anaconda3\\lib\\site-packages\\matplotlib\\backends\\backend_agg.py:238: RuntimeWarning: Glyph 23478 missing from current font.\n",
      "  font.set_text(s, 0.0, flags=flags)\n",
      "C:\\Users\\LEGION\\anaconda3\\lib\\site-packages\\matplotlib\\backends\\backend_agg.py:238: RuntimeWarning: Glyph 19981 missing from current font.\n",
      "  font.set_text(s, 0.0, flags=flags)\n",
      "C:\\Users\\LEGION\\anaconda3\\lib\\site-packages\\matplotlib\\backends\\backend_agg.py:238: RuntimeWarning: Glyph 32423 missing from current font.\n",
      "  font.set_text(s, 0.0, flags=flags)\n",
      "C:\\Users\\LEGION\\anaconda3\\lib\\site-packages\\matplotlib\\backends\\backend_agg.py:238: RuntimeWarning: Glyph 20108 missing from current font.\n",
      "  font.set_text(s, 0.0, flags=flags)\n",
      "C:\\Users\\LEGION\\anaconda3\\lib\\site-packages\\matplotlib\\backends\\backend_agg.py:238: RuntimeWarning: Glyph 31038 missing from current font.\n",
      "  font.set_text(s, 0.0, flags=flags)\n",
      "C:\\Users\\LEGION\\anaconda3\\lib\\site-packages\\matplotlib\\backends\\backend_agg.py:238: RuntimeWarning: Glyph 20250 missing from current font.\n",
      "  font.set_text(s, 0.0, flags=flags)\n",
      "C:\\Users\\LEGION\\anaconda3\\lib\\site-packages\\matplotlib\\backends\\backend_agg.py:201: RuntimeWarning: Glyph 23398 missing from current font.\n",
      "  font.set_text(s, 0, flags=flags)\n",
      "C:\\Users\\LEGION\\anaconda3\\lib\\site-packages\\matplotlib\\backends\\backend_agg.py:201: RuntimeWarning: Glyph 26657 missing from current font.\n",
      "  font.set_text(s, 0, flags=flags)\n",
      "C:\\Users\\LEGION\\anaconda3\\lib\\site-packages\\matplotlib\\backends\\backend_agg.py:201: RuntimeWarning: Glyph 22870 missing from current font.\n",
      "  font.set_text(s, 0, flags=flags)\n",
      "C:\\Users\\LEGION\\anaconda3\\lib\\site-packages\\matplotlib\\backends\\backend_agg.py:201: RuntimeWarning: Glyph 37329 missing from current font.\n",
      "  font.set_text(s, 0, flags=flags)\n",
      "C:\\Users\\LEGION\\anaconda3\\lib\\site-packages\\matplotlib\\backends\\backend_agg.py:201: RuntimeWarning: Glyph 19977 missing from current font.\n",
      "  font.set_text(s, 0, flags=flags)\n",
      "C:\\Users\\LEGION\\anaconda3\\lib\\site-packages\\matplotlib\\backends\\backend_agg.py:201: RuntimeWarning: Glyph 31561 missing from current font.\n",
      "  font.set_text(s, 0, flags=flags)\n",
      "C:\\Users\\LEGION\\anaconda3\\lib\\site-packages\\matplotlib\\backends\\backend_agg.py:201: RuntimeWarning: Glyph 26080 missing from current font.\n",
      "  font.set_text(s, 0, flags=flags)\n",
      "C:\\Users\\LEGION\\anaconda3\\lib\\site-packages\\matplotlib\\backends\\backend_agg.py:201: RuntimeWarning: Glyph 19968 missing from current font.\n",
      "  font.set_text(s, 0, flags=flags)\n",
      "C:\\Users\\LEGION\\anaconda3\\lib\\site-packages\\matplotlib\\backends\\backend_agg.py:201: RuntimeWarning: Glyph 22269 missing from current font.\n",
      "  font.set_text(s, 0, flags=flags)\n",
      "C:\\Users\\LEGION\\anaconda3\\lib\\site-packages\\matplotlib\\backends\\backend_agg.py:201: RuntimeWarning: Glyph 23478 missing from current font.\n",
      "  font.set_text(s, 0, flags=flags)\n",
      "C:\\Users\\LEGION\\anaconda3\\lib\\site-packages\\matplotlib\\backends\\backend_agg.py:201: RuntimeWarning: Glyph 19981 missing from current font.\n",
      "  font.set_text(s, 0, flags=flags)\n",
      "C:\\Users\\LEGION\\anaconda3\\lib\\site-packages\\matplotlib\\backends\\backend_agg.py:201: RuntimeWarning: Glyph 32423 missing from current font.\n",
      "  font.set_text(s, 0, flags=flags)\n",
      "C:\\Users\\LEGION\\anaconda3\\lib\\site-packages\\matplotlib\\backends\\backend_agg.py:201: RuntimeWarning: Glyph 20108 missing from current font.\n",
      "  font.set_text(s, 0, flags=flags)\n",
      "C:\\Users\\LEGION\\anaconda3\\lib\\site-packages\\matplotlib\\backends\\backend_agg.py:201: RuntimeWarning: Glyph 31038 missing from current font.\n",
      "  font.set_text(s, 0, flags=flags)\n",
      "C:\\Users\\LEGION\\anaconda3\\lib\\site-packages\\matplotlib\\backends\\backend_agg.py:201: RuntimeWarning: Glyph 20250 missing from current font.\n",
      "  font.set_text(s, 0, flags=flags)\n"
     ]
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 360x360 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "a = 1#这里的相关性是从第二位开始进行计算的，所以我从第二位开始提取\n",
    "for i in p1.columns[4:]:\n",
    "    a1 = sns.lmplot(y='award_type',x=i,data=p1)\n",
    "    ax = plt.gca()\n",
    "    ax.text(0.9,1,\"Pearson:{:.2f}\".format(p1.corr().iloc[7,a]),transform=ax.transAxes)#添加相关性\n",
    "    a = a+1\n",
    "    plt.savefig('./{}.jpg'.format(i),dpi=300,bbox_inches = 'tight')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 47,
   "id": "2357afea",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array(['学校奖学金三等奖学金', '无', '学校奖学金一等奖学金', '国家奖学金不分等级', '学校奖学金二等奖学金',\n",
       "       '社会奖学金不分等级'], dtype=object)"
      ]
     },
     "execution_count": 47,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "p1[\"类型\"].unique()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 75,
   "id": "4a2011ca",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<AxesSubplot:>"
      ]
     },
     "execution_count": 75,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 864x864 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "#绘制18-19相关关系图\n",
    "import matplotlib.pyplot as plt\n",
    "figure, ax = plt.subplots(figsize=(12, 12))\n",
    "sns.heatmap(p1.corr(), square=True, annot=True, ax=ax,cmap=\"YlGnBu\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 84,
   "id": "80abda66",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<AxesSubplot:>"
      ]
     },
     "execution_count": 84,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 864x864 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "#绘制19-20相关关系图\n",
    "import matplotlib.pyplot as plt\n",
    "figure, ax = plt.subplots(figsize=(12, 12))\n",
    "sns.heatmap(p1.corr(), square=True, annot=True, ax=ax,cmap=\"YlGnBu\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 89,
   "id": "0a54657e",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<AxesSubplot:>"
      ]
     },
     "execution_count": 89,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 864x864 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "#绘制20-21相关关系图\n",
    "import matplotlib.pyplot as plt\n",
    "figure, ax = plt.subplots(figsize=(12, 12))\n",
    "sns.heatmap(p1.corr(), square=True, annot=True, ax=ax,cmap=\"YlGnBu\")"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.8.8"
  },
  "toc": {
   "base_numbering": 1,
   "nav_menu": {},
   "number_sections": true,
   "sideBar": true,
   "skip_h1_title": false,
   "title_cell": "Table of Contents",
   "title_sidebar": "Contents",
   "toc_cell": false,
   "toc_position": {},
   "toc_section_display": true,
   "toc_window_display": false
  }
 },
 "nbformat": 4,
 "nbformat_minor": 5
}
